Smart* Data Set for Sustainability

The goal of the Smart* project is to optimize home energy consumption. Available here is a wide variety of data collected from three real homes, including electrical (usage and generation), environmental (e.g., temperature and humidity), and operational (e.g., wall switch events). Also available is minute-level electricity usage data from 400+ anonymous homes. Please see the Smart* home page for general information about the project, or the Smart* Tools download page for software that was used in the collection of this data.

Questions? All questions regarding these traces should be directed to Stephen Lee.

Traces

All traces are in CSV format, with data fields named in the included FORMAT files. Please see our dataset paper for further details. Data collection and processing is ongoing, so check this page for future updates.

UMass Smart* Dataset - 2017 release

Apartment dataset

The apartment dataset contains data for 114 single-family apartments for the period 2014-2016.

SunDance dataset

This dataset includes hourly energy data (net meter, solar generation) and weather data (weather condition data from public weather stations and apis) for 100 solar sites in North America from 2015/1/1 to 2016/1/1 used in SunDance paper.

Physical-blackbox Model Dataset

This dataset includes the weather and the normalized solar generation data to learn the physical blackbox model (BuildSys'18). Also the code to model the shading effects is included.
Code and dataset: physicalmodel-data-release.tar.gz (163 MB)